研究论文

Physics-informed neural networks for 2D-transient inverse heat conduction problem involving static and moving heat source

M.S. Bidou, J.-G. Bauzin, N. Laraqi

Université Paris Nanterre

来源International Journal of Heat and Mass Transfer

年份2026

DOI10.1016/j.ijheatmasstransfer.2026.128349

原文https://doi.org/10.1016/j.ijheatmasstransfer.2026.128349

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学术脉络

学科主题

计算机 / AI

Numerical methods in inverse problems

Model Reduction and Neural Networks · Ultrasonics and Acoustic Wave Propagation

参考文献 20

SOLUTION OF THE INVERSE HEAT CONDUCTION PROBLEM WITH A TIME-VARIABLE NUMBER OF FUTURE TEMPERATURES

Gilles Le Blanc, James V. Beck, M. Raynaud · Numerical Heat Transfer Part B Fundamentals · 1997

被引 44

A NEW APPROACH OF THE KALMAN FILTER USING FUTURE TEMPERATURE MEASUREMENTS FOR NONLINEAR INVERSE HEAT CONDUCTION PROBLEMS

Naouel Daouas, Mohamed-Sassi Radhouani · Numerical Heat Transfer Part B Fundamentals · 2004

被引 61

A simplified Tikhonov regularization method for determining the heat source

Fan Yang, Chu‐Li Fu · Applied Mathematical Modelling · 2010

被引 74

此处列出前 3 条

施引文献 4

Transient simulation and optimization of planar heat source system based on finite element method

Chenshuo Cui, Xiang Gao, Zhiquan Chen · Modern Physics Letters B · 2026

被引 35

Identification of a moving heat-flux boundary condition in thermite-based wellbore plugging and abandonment with physics-informed neural networks

Yuanbin Shang, Donghuan Liu, Hongwei Wu · International Journal of Heat and Mass Transfer · 2026

被引 0

Physics-informed neural networks for an advection–diffusion model applied to a brake disc with time-dependent speed and heat flux

Mohamed Salim Bidou, A. Dehmani · International Journal of Thermal Sciences · 2026